{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on module cntext.stats in cntext:\n",
      "\n",
      "NAME\n",
      "    cntext.stats\n",
      "\n",
      "FUNCTIONS\n",
      "    cn_seg_sent(text)\n",
      "    \n",
      "    dict_pkl_list()\n",
      "        Get the list of cntext built-in dictionaries (pkl format)\n",
      "    \n",
      "    load_pkl_dict(file, is_builtin=True)\n",
      "        load pkl dictionary file,\n",
      "        :param file: pkl file path\n",
      "        :param is_builtin: Whether it is the built-in pkl file of cntext. Default True\n",
      "    \n",
      "    readability(text, zh_adjconj=None, language='chinese')\n",
      "        text readability, the larger the indicator, the higher the complexity of the article and the worse the readability.\n",
      "        :param text: text string\n",
      "        :param zh_adjconj Chinese conjunctions and adverbs, receive list data type. By default, the built-in dictionary of cntext is used\n",
      "        :param language: \"chinese\" or \"english\"; default is \"chinese\"\n",
      "        ------------\n",
      "        【English readability】english_readability = 4.71 x (characters/words) + 0.5 x (words/sentences) - 21.43；\n",
      "        【Chinese readability】  Refer 【徐巍,姚振晔,陈冬华.中文年报可读性：衡量与检验[J].会计研究,2021(03):28-44.】\n",
      "                     readability1  ---每个分句中的平均字数\n",
      "                     readability2  ---每个句子中副词和连词所占的比例\n",
      "                     readability3  ---参考Fog Index， readability3=(readability1+readability2)×0.5\n",
      "                     以上三个指标越大，都说明文本的复杂程度越高，可读性越差。\n",
      "    \n",
      "    sentiment(text, diction, language='chinese')\n",
      "        calculate the occurrences of each emotional category words in text;\n",
      "        the complex influence of intensity adverbs and negative words on emotion is not considered,\n",
      "        :param text:  text sring\n",
      "        :param diction:  emotion dictionary；\n",
      "        :param language: \"chinese\" or \"english\"; default language=\"chinese\"\n",
      "        \n",
      "        diction = {'category1':  'category1 emotion word list',\n",
      "                   'category2':  'category2 emotion word list',\n",
      "                   'category3':  'category3 emotion word list',\n",
      "                    ...\n",
      "                   }\n",
      "        :return:\n",
      "    \n",
      "    term_freq(text, language='chinese')\n",
      "        Calculate word count\n",
      "        :param text: text string\n",
      "        :param language: \"chinese\" or \"english\"; default is \"chinese\"\n",
      "\n",
      "DATA\n",
      "    ADV_words = ['都', '全', '单', '共', '光', '尽', '净', '仅', '就', '只', '一共', '...\n",
      "    CONJ_words = ['乃', '乍', '与', '无', '且', '丕', '为', '共', '其', '况', '厥', '...\n",
      "    STOPWORDS_en = ['upon', 'wouldn', \"isn't\", 'nothing', 'these', 'everyw...\n",
      "    STOPWORDS_zh = ['具体说来', '五', '无论', '＊', '与', '即若', '喂', '与其说', '不管', '...\n",
      "    __warningregistry__ = {'version': 213}\n",
      "\n",
      "FILE\n",
      "    /Library/Frameworks/anaconda3/lib/python3.9/site-packages/cntext/stats.py\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import cntext as ct\n",
    "\n",
    "help(ct.stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache /var/folders/y0/4gqxky0s2t94x1c1qhlwr6100000gn/T/jieba.cache\n",
      "Loading model cost 0.270 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'致力于': 1, '文章': 1, '处理费': 1, '订阅费': 1, '发布': 1, '优质': 1, '研究': 1, '软件': 1})\n",
      "{'readability1': 23.0, 'readability2': 2.0, 'readability3': 12.5}\n"
     ]
    }
   ],
   "source": [
    "import cntext as ct\n",
    "\n",
    "text = '致力于以零文章处理费或订阅费发布优质研究软件。'\n",
    "print(ct.term_freq(text, lang='chinese'))\n",
    "print(ct.readability(text))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'committed': 1, 'publishing': 1, 'quality': 1, 'research': 1, 'software': 1, 'zero': 1, 'article': 1, 'processing': 1, 'charges': 1, 'subscription': 1, 'fees.': 1})\n",
      "{'readability': 19.982}\n"
     ]
    }
   ],
   "source": [
    "import cntext as ct\n",
    "\n",
    "text = 'Committed to publishing quality research software with zero article processing charges or subscription fees.'\n",
    "print(ct.term_freq(text, lang='english'))\n",
    "print(ct.readability(text, lang='english'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## built-in dictionary list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'cntext' has no attribute 'dict_pkl_list'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[3], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mcntext\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mct\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m \u001b[43mct\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdict_pkl_list\u001b[49m()\n",
      "\u001b[0;31mAttributeError\u001b[0m: module 'cntext' has no attribute 'dict_pkl_list'"
     ]
    }
   ],
   "source": [
    "import cntext as ct\n",
    "\n",
    "ct.dict_pkl_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'NRC': {'anger': ['abandoned', 'abandonment', 'abhor', 'abhorrent', 'abolish', 'abomination', 'abuse', 'accursed', 'accusation', 'accused', 'accuser', 'accusing', 'actionable', 'adder', 'adversary', 'adverse', 'adversity', 'advocacy', 'affront', 'aftermath', 'aggravated', 'aggravating', 'aggravation', 'aggression', 'aggressive', 'aggressor', 'agitated', 'agitation', 'agony', 'alcoholism', 'alienate', 'alienation', 'allegation', 'altercation', 'ambush', 'anarchism', 'anarchist', 'anarchy', 'anathema', 'anger', 'angry', 'anguish', 'animosity', 'animus', 'annihilate', 'annihilated', 'annihilation', 'annoy', 'annoyance', 'annoying', 'antagonism', 'antagonist', 'antagonistic', 'antichrist', 'antipathy', 'antisocial', 'antithesis', 'anxiety', 'argue', 'argument', 'argumentation', 'arguments', 'armament', 'armed', 'arraignment', 'arrogant', 'arson', 'assail', 'assailant', 'assassin', 'assassinate', 'assassination', 'assault', 'asshole', 'atrocious', 'atrocity', 'attack', 'attacking', 'attorney', 'avarice', 'avenger', 'averse', 'aversion', 'awful', 'backbone', 'bad', 'badger', 'badness', 'bane', 'bang', 'banger', 'banish', 'banished', 'banishment', 'bankruptcy', 'banshee', 'barb', 'barbaric', 'bark', 'barrier', 'bastion', 'battalion', 'batter', 'battery', 'battle', 'battled', 'bayonet', 'bear', 'bearish', 'beast', 'beating', 'bee', 'belittle', 'belligerent', 'bellows', 'belt', 'berserk', 'betray', 'betrayal', 'bias', 'bickering', 'bigot', 'bigoted', 'bile', 'birch', 'birthplace', 'bitch', 'bitterly', 'bitterness', 'blackmail', 'blame', 'blasphemous', 'blasphemy', 'blast', 'blatant', 'blaze', 'blemish', 'blockade', 'bloodshed', 'bloodthirsty', 'bloody', 'bogus', 'boisterous', 'bomb', 'bombard', 'bombardment', 'bothering', 'bout', 'boxing', 'brawl', 'brazen', 'brimstone', 'broil', 'broken', 'brunt', 'brutal', 'brutality', 'brute', 'buffet', 'bugaboo', 'bully', 'bummer', 'burial', 'burke', 'busted', 'butcher', 'cacophony', 'cad', 'callous', 'campaigning', 'cancer', 'cane', 'canker', 'cannon', 'carelessness', 'carnage', 'cash', 'casualty', 'catastrophe', 'caution', 'celebrity', 'censor', 'chaff', 'challenge', 'chant', 'chaos', 'chaotic', 'cheat', 'choke', 'claimant', 'clamor', 'clash', 'clashing', 'claw', 'coerce', 'coercion', 'coldness', 'collision', 'collusion', 'combat', 'combatant', 'combative', 'commotion', 'communism', 'complain', 'complaint', 'complicate', 'compress', 'compulsion', 'concealment', 'concussion', 'condemn', 'condemnation', 'condescension', 'confine', 'confined', 'confinement', 'confiscate', 'conflagration', 'conflict', 'confront', 'confusion', 'conquest', 'conspirator', 'consternation', 'constraint', 'contempt', 'contemptible', 'contemptuous', 'contentious', 'contraband', 'contradict', 'controversial', 'convict', 'coop', 'copycat', 'corrupting', 'counsellor', 'coup', 'court', 'crabby', 'cracked', 'cranky', 'crazed', 'crazy', 'crime', 'criminal', 'criminality', 'criticism', 'criticize', 'cross', 'crucifixion', 'cruel', 'cruelly', 'cruelty', 'crunch', 'crusade', 'crushed', 'crushing', 'cur', 'curse', 'cursed', 'cursing', 'cussed', 'cutthroat', 'cutting', 'dabbling', 'daemon', 'damage', 'dame', 'damn', 'damnation', 'darkness', 'dashed', 'dastardly', 'deadly', 'death', 'deceit', 'deceive', 'deceived', 'decry', 'defamatory', 'defect', 'defendant', 'defense', 'defiance', 'defiant', 'deflate', 'defraud', 'defy', 'degeneracy', 'delay', 'deleterious', 'delinquent', 'delusion', 'delusional', 'demand', 'demolish', 'demon', 'demonic', 'denounce', 'denunciation', 'deny', 'deplorable', 'deplore', 'deportation', 'depraved', 'depravity', 'depreciate', 'depreciated', 'depressed', 'deprivation', 'deranged', 'derision', 'derogation', 'derogatory', 'desecration', 'desert', 'deserted', 'deserve', 'desist', 'despair', 'despicable', 'despise', 'despotism', 'destroyed', 'destroyer', 'destroying', 'destruction', 'destructive', 'detainee', 'deterioration', 'detest', 'detonation', 'detract', 'devastate', 'devastating', 'devastation', 'devil', 'diabolical', 'diatribe', 'dictatorial', 'dictatorship', 'difficulty', 'disagree', 'disagreeing', 'disagreement', 'disallowed', 'disappoint', 'disappointed', 'disapprove', 'disapproved', 'disapproving', 'disaster', 'disastrous', 'disclaim', 'discontent', 'discord', 'discriminate', 'discrimination', 'disdain', 'disease', 'disfigured', 'disgrace', 'disgraced', 'disgraceful', 'disgruntled', 'disgust', 'disgusting', 'dishonest', 'dishonor', 'disillusionment', 'disinformation', 'dislike', 'disliked', 'dislocated', 'dismay', 'dismissal', 'disobedience', 'disobedient', 'disobey', 'disparage', 'disparaging', 'disparity', 'displaced', 'displeased', 'dispossessed', 'dispute', 'disqualified', 'disreputable', 'disrespect', 'disrespectful', 'disruption', 'dissension', 'disservice', 'dissident', 'dissolution', 'dissonance', 'distracted', 'distracting', 'distress', 'distressing', 'distrust', 'disturbance', 'disturbed', 'disused', 'divorce', 'dominate', 'domination', 'doomsday', 'dreadful', 'duel', 'dumps', 'dupe', 'duplicity', 'duress', 'dying', 'earthquake', 'effigy', 'egregious', 'elbow', 'elf', 'elimination', 'encumbrance', 'endless', 'enemy', 'enforce', 'enmity', 'enslaved', 'entangled', 'epidemic', 'eradicate', 'eradication', 'erupt', 'eruption', 'escalate', 'eschew', 'evade', 'eviction', 'evil', 'exacerbation', 'exaggerate', 'exasperation', 'excitation', 'excite', 'execution', 'executioner', 'exile', 'expel', 'expletive', 'explode', 'explosive', 'expulsion', 'extermination', 'extinguish', 'failing', 'fallacious', 'falsehood', 'falsification', 'fatal', 'fear', 'fee', 'feeling', 'fenced', 'ferocious', 'ferocity', 'fervor', 'feud', 'feudalism', 'fib', 'fiend', 'fierce', 'fight', 'fighting', 'firearms', 'fits', 'flagrant', 'fleece', 'flog', 'fluctuation', 'foe', 'foray', 'forbidding', 'force', 'forcibly', 'forearm', 'forfeit', 'forsaken', 'foul', 'fraud', 'fraudulent', 'frenetic', 'frenzied', 'friction', 'frightful', 'frowning', 'frustrate', 'frustrated', 'frustration', 'fugitive', 'fuming', 'furious', 'furiously', 'furnace', 'furor', 'fury', 'fuss', 'gall', 'gallows', 'gang', 'gent', 'gibberish', 'glare', 'glaring', 'gnome', 'godless', 'gonorrhea', 'gore', 'gory', 'grab', 'grated', 'grating', 'greed', 'grievance', 'grievous', 'grim', 'grope', 'growl', 'growling', 'grudge', 'gruff', 'grumble', 'grumpy', 'guillotine', 'guilty', 'gun', 'halter', 'hamstring', 'hanging', 'harass', 'harassing', 'harbinger', 'hardened', 'harmful', 'harry', 'harshness', 'hate', 'hateful', 'hating', 'hatred', 'haughty', 'havoc', 'hell', 'hellish', 'hiss', 'hit', 'hoax', 'holocaust', 'homeless', 'homicidal', 'homicide', 'honest', 'hood', 'hoot', 'hopelessness', 'horrible', 'horrid', 'horrific', 'horror', 'hostage', 'hostile', 'hostilities', 'hostility', 'hot', 'howl', 'huff', 'humbug', 'humiliate', 'hunting', 'hurt', 'hurtful', 'hurting', 'hysterical', 'idiocy', 'idiotic', 'ill', 'illegal', 'illegality', 'illegitimate', 'illicit', 'immaturity', 'immoral', 'immorality', 'impermeable', 'implicate', 'impotence', 'imprisoned', 'imprisonment', 'inadmissible', 'inappropriate', 'inattention', 'incarceration', 'incase', 'incendiary', 'incense', 'incest', 'incite', 'incompatible', 'incompetent', 'incongruous', 'inconsiderate', 'inconvenient', 'incredulous', 'incurable', 'indecency', 'indenture', 'indict', 'indifference', 'indignant', 'indignation', 'indoctrination', 'inept', 'inequality', 'inexcusable', 'infamous', 'infanticide', 'infantile', 'inferno', 'infidel', 'infidelity', 'inflict', 'infraction', 'inhibit', 'inhuman', 'inimical', 'injure', 'injurious', 'injury', 'injustice', 'inoperative', 'insane', 'insanity', 'insecure', 'insidious', 'insignificant', 'instinctive', 'insufficiency', 'insult', 'insulting', 'insurrection', 'intense', 'interminable', 'interrupt', 'intimidation', 'intolerable', 'intolerance', 'intolerant', 'intractable', 'intruder', 'intrusive', 'invade', 'invader', 'invasion', 'involution', 'involvement', 'irate', 'ire', 'irreconcilable', 'irritability', 'irritable', 'irritating', 'irritation', 'jab', 'jealous', 'jealousy', 'jeopardize', 'jerk', 'kick', 'kicking', 'kidnap', 'killing', 'lace', 'lagging', 'lash', 'latent', 'lava', 'lawlessness', 'lawsuit', 'lawyer', 'legalized', 'leukemia', 'libel', 'liberate', 'lie', 'lightning', 'limited', 'liquor', 'litigate', 'litigious', 'livid', 'loath', 'loathe', 'loathsome', 'lonely', 'lose', 'losing', 'loss', 'loudness', 'lunacy', 'lunatic', 'lying', 'lynch', 'mad', 'madden', 'madman', 'madness', 'malevolent', 'malice', 'malicious', 'malign', 'malignant', 'malpractice', 'mangle', 'maniac', 'manipulation', 'manslaughter', 'martial', 'masochism', 'massacre', 'mastery', 'meddle', 'melodrama', 'menace', 'menacing', 'mighty', 'militia', 'misbehavior', 'misconception', 'miserable', 'misery', 'mislead', 'misleading', 'misplace', 'misrepresented', 'misstatement', 'mistress', 'misunderstanding', 'mob', 'mocking', 'molestation', 'money', 'monstrosity', 'moody', 'moral', 'morals', 'morbidity', 'mortality', 'mosque', 'mosquito', 'mournful', 'muff', 'mug', 'mule', 'murder', 'murderer', 'murderous', 'musical', 'mutilation', 'mutiny', 'mutter', 'myopia', 'nag', 'nasty', 'negation', 'neglected', 'nepotism', 'nether', 'nettle', 'noisy', 'noncompliance', 'notoriety', 'nuisance', 'nurture', 'objection', 'obliging', 'obliterate', 'obliterated', 'oblivion', 'obnoxious', 'obscenity', 'obstacle', 'obstruct', 'obstructive', 'odious', 'offend', 'offended', 'offender', 'offense', 'offensive', 'onerous', 'opera', 'opinionated', 'opium', 'opponent', 'opposed', 'opposition', 'oppress', 'oppression', 'oppressive', 'oppressor', 'orc', 'orchestra', 'ordeal', 'oust', 'outburst', 'outcry', 'outrage', 'overbearing', 'overpowering', 'overpriced', 'owing', 'painful', 'paralysis', 'paralyzed', 'pare', 'patter', 'paucity', 'payback', 'penalty', 'penetration', 'penitentiary', 'perdition', 'pernicious', 'perpetrator', 'persecute', 'persecution', 'perverse', 'perversion', 'pervert', 'pessimism', 'pest', 'phony', 'picket', 'picketing', 'pillage', 'pique', 'pirate', 'pitfall', 'playful', 'plunder', 'poaching', 'poison', 'poisoned', 'poisonous', 'polemic', 'politics', 'possessed', 'possession', 'pound', 'poverty', 'pow', 'powerful', 'powerless', 'preclude', 'prejudice', 'prejudicial', 'presumptuous', 'pretending', 'prick', 'prison', 'prisoner', 'profane', 'profanity', 'prohibited', 'prosecute', 'provocation', 'provoking', 'pry', 'psychosis', 'punch', 'punished', 'punishing', 'punishment', 'punitive', 'quandary', 'quarrel', 'rabble', 'rabid', 'rage', 'raging', 'raid', 'rail', 'ram', 'rampage', 'ransom', 'rape', 'rapping', 'rascal', 'rating', 'rave', 'ravenous', 'raving', 'react', 'rebel', 'rebellion', 'recalcitrant', 'recession', 'recidivism', 'reckless', 'recklessness', 'reject', 'rejection', 'rejects', 'remand', 'remiss', 'remove', 'renegade', 'renounce', 'repay', 'repellent', 'reprimand', 'reprisal', 'reproach', 'repudiation', 'resent', 'resentful', 'resentment', 'resign', 'resistance', 'resisting', 'restitution', 'restrain', 'restriction', 'retaliate', 'retaliation', 'retaliatory', 'retract', 'retribution', 'revenge', 'reversal', 'revoke', 'revolt', 'revolting', 'revolution', 'revolver', 'revulsion', 'rheumatism', 'ribbon', 'ridicule', 'ridiculous', 'rifle', 'ringer', 'riot', 'riotous', 'rivalry', 'rob', 'robbery', 'rocket', 'rook', 'row', 'ruined', 'ruinous', 'ruthless', 'saber', 'sabotage', 'saloon', 'sarcasm', 'satanic', 'savage', 'savagery', 'scandalous', 'scapegoat', 'scar', 'scarcity', 'scare', 'schism', 'schizophrenia', 'scoff', 'scold', 'scolding', 'scorching', 'scorn', 'scorpion', 'scoundrel', 'scourge', 'scrapie', 'scream', 'screaming', 'screwed', 'sectarian', 'sedition', 'segregate', 'selfish', 'senseless', 'sentence', 'separatist', 'shackle', 'shaky', 'sham', 'sharpen', 'shatter', 'shell', 'shit', 'shiver', 'shock', 'shoddy', 'shoot', 'shooting', 'shoplifting', 'shortage', 'shot', 'shout', 'shove', 'shriek', 'shrill', 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'fender', 'fidelity', 'fiesta', 'fill', 'finally', 'fireman', 'firmness', 'firstborn', 'fitting', 'fixed', 'flagship', 'flange', 'flirt', 'follower', 'food', 'footing', 'forecast', 'forefathers', 'foresee', 'foresight', 'forgiving', 'formality', 'formative', 'formula', 'fort', 'fortitude', 'fortress', 'fortune', 'found', 'framework', 'frank', 'frankness', 'fraternal', 'freedom', 'freely', 'friend', 'friendliness', 'friendly', 'friendship', 'fugitive', 'fulfillment', 'fully', 'fundamental', 'fuse', 'gage', 'garrison', 'gate', 'gateway', 'gauging', 'gazette', 'general', 'generosity', 'generous', 'gentleman', 'gentry', 'genuine', 'girder', 'glorify', 'glory', 'glow', 'god', 'godly', 'good', 'goodness', 'gospel', 'govern', 'governess', 'governor', 'graduation', 'grammar', 'grandchildren', 'grandfather', 'grant', 'greatness', 'green', 'grin', 'grit', 'ground', 'grow', 'guarantee', 'guard', 'guarded', 'guardian', 'guardianship', 'gubernatorial', 'guidance', 'guide', 'guidebook', 'gullible', 'guru', 'gusset', 'hail', 'handbook', 'happy', 'harbor', 'hardy', 'harmoniously', 'harmony', 'haven', 'heal', 'healing', 'heartfelt', 'heavenly', 'heavens', 'helper', 'helpful', 'heritage', 'hermit', 'hero', 'heroic', 'heroine', 'heroism', 'heyday', 'hire', 'holiness', 'honest', 'honesty', 'honeymoon', 'honor', 'honorable', 'hope', 'hopeful', 'horse', 'hospital', 'hug', 'humanitarian', 'humanity', 'humility', 'husbandry', 'hymn', 'illumination', 'immaculate', 'immerse', 'immovable', 'immunization', 'impart', 'impartial', 'impartiality', 'impeccable', 'impenetrable', 'important', 'impressionable', 'improve', 'improvement', 'inauguration', 'incline', 'inclusion', 'income', 'indelible', 'indemnity', 'indent', 'independence', 'indestructible', 'indivisible', 'infallibility', 'infinity', 'influential', 'inform', 'inheritance', 'inimitable', 'innocent', 'inoculation', 'inseparable', 'insolvent', 'inspire', 'inspired', 'institute', 'instruct', 'instruction', 'instructions', 'instructor', 'insulation', 'insure', 'intact', 'integrity', 'intelligence', 'intelligent', 'intend', 'intense', 'intercession', 'interior', 'intimate', 'intuition', 'invite', 'inviting', 'invocation', 'iron', 'irrefutable', 'journalism', 'journeyman', 'joyful', 'jubilant', 'judicial', 'judiciary', 'judicious', 'jurist', 'jury', 'justice', 'justifiable', 'khan', 'kind', 'kindred', 'kitten', 'knickers', 'label', 'labor', 'lace', 'lamb', 'landmark', 'larger', 'laser', 'laureate', 'law', 'lawful', 'leader', 'leading', 'leaning', 'legal', 'legalized', 'legislator', 'legislature', 'legitimacy', 'leisure', 'lender', 'lesson', 'lettered', 'levee', 'level', 'libel', 'liberate', 'liberty', 'lieutenant', 'liking', 'linguist', 'lodging', 'lord', 'lovable', 'lovely', 'lovemaking', 'lover', 'loving', 'loyal', 'loyalty', 'machine', 'magnet', 'magnificence', 'magnificent', 'mainstay', 'maintenance', 'majestic', 'majesty', 'majority', 'mamma', 'manage', 'management', 'mandarin', 'manual', 'marine', 'marriage', 'marrow', 'marry', 'marshal', 'mastery', 'mate', 'mathematical', 'matrimony', 'matron', 'maxim', 'measure', 'measured', 'medal', 'mediate', 'mediator', 'medical', 'meditate', 'memorable', 'mentor', 'merchant', 'merit', 'meritorious', 'messenger', 'microscope', 'midwife', 'mighty', 'ministry', 'miracle', 'mislead', 'moat', 'moderator', 'modest', 'money', 'monk', 'monogamy', 'moorings', 'moral', 'morality', 'morals', 'mortgagee', 'mother', 'motherhood', 'mule', 'musical', 'nation', 'navigator', 'negotiate', 'neighbor', 'nest', 'nestle', 'neutral', 'neutrality', 'nobility', 'noble', 'nobleman', 'notable', 'notary', 'nun', 'nurse', 'nursery', 'nurture', 'oasis', 'oath', 'obedience', 'obey', 'objective', 'oblige', 'obliging', 'obstetrician', 'obvious', 'occupant', 'offering', 'officer', 'official', 'omniscient', 'opera', 'operation', 'optimism', 'optimist', 'oracle', 'orchestra', 'ordained', 'ordinance', 'ordination', 'organization', 'orthodoxy', 'owing', 'pact', 'paragon', 'parietal', 'parish', 'parliament', 'partake', 'partnership', 'passion', 'passionate', 'pastor', 'patience', 'patriarchal', 'patrol', 'patron', 'patronage', 'pavement', 'pawn', 'pay', 'peace', 'peaceful', 'pedigree', 'perceive', 'perennial', 'perfect', 'perfection', 'periodicity', 'perpetuity', 'personal', 'persuade', 'pertinent', 'phalanx', 'philanthropic', 'philanthropist', 'philosopher', 'physician', 'physicist', 'picnic', 'pill', 'pilot', 'pious', 'pith', 'pivot', 'planning', 'playful', 'playground', 'pleasant', 'pledge', 'police', 'policeman', 'policy', 'poll', 'pontiff', 'possess', 'powerful', 'practiced', 'praise', 'praiseworthy', 'pray', 'precedence', 'predominant', 'prefer', 'prepared', 'preponderance', 'present', 'preservative', 'president', 'prestige', 'presumption', 'pretty', 'prevalent', 'priest', 'priesthood', 'primer', 'princely', 'principal', 'privileged', 'privy', 'probity', 'proctor', 'professional', 'professor', 'professorship', 'proficiency', 'proficient', 'progression', 'promise', 'proof', 'prophet', 'prophylactic', 'protected', 'protecting', 'protector', 'proud', 'proven', 'provide', 'providing', 'proviso', 'proxy', 'prudent', 'pry', 'punctual', 'puppy', 'purely', 'purification', 'purify', 'purr', 'putative', 'quaint', 'qualified', 'radar', 'radiance', 'ranger', 'rapt', 'ratify', 'rational', 'rave', 'readiness', 'real', 'reassurance', 'reassure', 'recline', 'recommend', 'reconciliation', 'reconsideration', 'recruits', 'referee', 'regal', 'regent', 'registry', 'regularity', 'reimbursement', 'reinforcement', 'reinforcements', 'rejoice', 'related', 'relative', 'relevant', 'reliability', 'reliable', 'reliance', 'religion', 'remains', 'remarkable', 'remedy', 'reparation', 'repay', 'reporter', 'reputable', 'rescue', 'resources', 'respect', 'respectable', 'respectful', 'respects', 'respite', 'responsible', 'responsive', 'restorative', 'retain', 'retirement', 'reunion', 'revere', 'reverence', 'reverie', 'revival', 'reward', 'roadster', 'rod', 'romance', 'romantic', 'rooted', 'rota', 'routine', 'rule', 'sadness', 'safe', 'safeguard', 'safekeeping', 'sage', 'saint', 'saintly', 'salary', 'salutary', 'salvation', 'sanctification', 'sanctify', 'sanctuary', 'sappy', 'save', 'savor', 'sceptical', 'school', 'scientific', 'scientist', 'scoundrel', 'scripture', 'seal', 'seals', 'secrecy', 'secret', 'securities', 'senate', 'seniority', 'sensual', 'sentinel', 'sentry', 'serene', 'serenity', 'series', 'sermon', 'servant', 'serve', 'sex', 'share', 'shelter', 'shepherd', 'sheriff', 'shopkeeper', 'shopping', 'shoulder', 'show', 'sib', 'signature', 'simplify', 'sincere', 'sing', 'sir', 'sisterhood', 'skillful', 'smile', 'smith', 'sneaking', 'sobriety', 'solidarity', 'solidity', 'soothing', 'soundness', 'sovereign', 'spa', 'spaniel', 'specialist', 'specialize', 'spokesman', 'sponsor', 'spotless', 'spouse', 'stable', 'stamina', 'star', 'stark', 'statement', 'statistical', 'steadfast', 'steady', 'sterling', 'steward', 'straightforward', 'strategist', 'strength', 'strengthening', 'structural', 'structure', 'substantiate', 'succeed', 'succeeding', 'successful', 'suggest', 'sun', 'sundial', 'superman', 'superstar', 'supplication', 'supporter', 'supporting', 'supremacy', 'surety', 'surrogate', 'swear', 'sweet', 'sweetheart', 'symmetry', 'sympathetic', 'synchronize', 'synergistic', 'synod', 'synonymous', 'system', 'tactics', 'tandem', 'tantamount', 'taught', 'teach', 'teacher', 'team', 'temperate', 'tender', 'testament', 'testimony', 'theocratic', 'theological', 'theorem', 'theory', 'therapeutic', 'thermometer', 'thoughtful', 'thrift', 'throne', 'tickle', 'title', 'top', 'toughness', 'trade', 'trainer', 'tranquility', 'transaction', 'transcendence', 'transcript', 'translation', 'treasure', 'treasurer', 'treat', 'tree', 'tribe', 'tribunal', 'tribune', 'triumphant', 'trophy', 'truce', 'truck', 'true', 'truss', 'trust', 'trustee', 'truth', 'truthful', 'truthfulness', 'tutelage', 'umpire', 'unaccountable', 'unbroken', 'understanding', 'underwrite', 'undying', 'unequivocal', 'unification', 'united', 'unity', 'unquestionable', 'unquestionably', 'unquestioned', 'unreliable', 'unsurpassed', 'unwavering', 'uplift', 'upright', 'usher', 'usual', 'utopian', 'valor', 'veal', 'venerable', 'veracity', 'verification', 'verified', 'verily', 'veteran', 'vicar', 'victory', 'vigilance', 'vigilant', 'vigorous', 'villager', 'vindication', 'virgin', 'virtue', 'virtuous', 'visionary', 'vitality', 'volunteer', 'volunteers', 'vote', 'votive', 'vouch', 'voucher', 'vow', 'warden', 'warn', 'warranty', 'watchdog', 'watchful', 'watchman', 'wealth', 'wear', 'weigh', 'weight', 'white', 'wholesome', 'winning', 'wisdom', 'witness', 'wonderful', 'word', 'worship', 'worthy', 'wot', 'yearning', 'zeal', 'zealous', 'zest']}, 'Refer': 'Crowdsourcing a Word-Emotion Association Lexicon, Saif Mohammad and Peter Turney, Computational Intelligence, 29 (3), 436-465, 2013.', 'Desc': 'The NRC Emotion Lexicon is a list of English words and their associations with eight basic emotions (anger, fear, anticipation, trust, surprise, sadness, joy, and disgust) and two sentiments (negative and positive). The annotations were manually done by crowdsourcing.'}\n"
     ]
    }
   ],
   "source": [
    "print(ct.load_pkl_dict('NRC.pkl'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function sentiment in module cntext.stats:\n",
      "\n",
      "sentiment(text, diction, lang='chinese')\n",
      "    calculate the occurrences of each sentiment category words in text;\n",
      "    the complex influence of intensity adverbs and negative words on emotion is not considered,\n",
      "    :param text:  text sring\n",
      "    :param diction:  sentiment dictionary；\n",
      "    :param lang: \"chinese\" or \"english\"; default lang=\"chinese\"\n",
      "    \n",
      "    diction = {'category1':  'category1 emotion word list',\n",
      "               'category2':  'category2 emotion word list',\n",
      "               'category3':  'category3 emotion word list',\n",
      "                ...\n",
      "               }\n",
      "    :return:\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(ct.sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'乐_num': 2,\n",
       " '好_num': 0,\n",
       " '怒_num': 0,\n",
       " '哀_num': 0,\n",
       " '惧_num': 0,\n",
       " '恶_num': 0,\n",
       " '惊_num': 0,\n",
       " 'stopword_num': 8,\n",
       " 'word_num': 14,\n",
       " 'sentence_num': 1}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = '我今天得奖了，很高兴，我要将快乐分享大家。'\n",
    "\n",
    "ct.sentiment(text=text,\n",
    "             diction=ct.load_pkl_dict('DUTIR.pkl')['DUTIR'],\n",
    "             lang='chinese')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'pos_num': 3,\n",
       " 'neg_num': 0,\n",
       " 'adv_num': 1,\n",
       " 'stopword_num': 8,\n",
       " 'word_num': 14,\n",
       " 'sentence_num': 1}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diction = {'pos': ['高兴', '快乐', '分享'],\n",
    "           'neg': ['难过', '悲伤'],\n",
    "           'adv': ['很', '特别']}\n",
    "\n",
    "text = '我今天得奖了，很高兴，我要将快乐分享大家。'\n",
    "ct.sentiment(text=text, \n",
    "             diction=diction, \n",
    "             lang='chinese')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'anger_num': 0,\n",
       " 'anticipation_num': 1,\n",
       " 'disgust_num': 0,\n",
       " 'fear_num': 0,\n",
       " 'joy_num': 1,\n",
       " 'negative_num': 0,\n",
       " 'positive_num': 1,\n",
       " 'sadness_num': 0,\n",
       " 'surprise_num': 0,\n",
       " 'trust_num': 1,\n",
       " 'stopword_num': 1,\n",
       " 'word_num': 5,\n",
       " 'sentence_num': 1}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text = 'What a happy day!'\n",
    "\n",
    "ct.sentiment(text=text,\n",
    "             diction=ct.load_pkl_dict('NRC.pkl')['NRC'],\n",
    "             lang='english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Pos_num': 1,\n",
       " 'Neg_num': 0,\n",
       " 'Adv_num': 0,\n",
       " 'stopword_num': 1,\n",
       " 'word_num': 5,\n",
       " 'sentence_num': 1}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cntext as ct\n",
    "\n",
    "text = 'What a happy day!'\n",
    "\n",
    "\n",
    "diction = {'Pos': ['happy', 'good'],\n",
    "           'Neg': ['bad', 'terrible'],\n",
    "           'Adv': ['very']}\n",
    "\n",
    "ct.sentiment(text=text,\n",
    "             diction=diction,\n",
    "             lang='english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.8.1'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ct.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'看待': 1,\n",
       "         '网文': 1,\n",
       "         '作者': 1,\n",
       "         '黑客': 1,\n",
       "         '大佬': 1,\n",
       "         '盗号': 1,\n",
       "         '改文': 1,\n",
       "         '万分': 1,\n",
       "         '惭愧': 1,\n",
       "         '停': 1})"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cntext as ct\n",
    "\n",
    "text = '如何看待一网文作者被黑客大佬盗号改文，因万分惭愧而停更。'\n",
    "\n",
    "ct.term_freq(text, lang='chinese')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Referer': 'Brysbaert, M., Warriner, A. B., & Kuperman, V. (2014). Concreteness ratings for 40 thousand generally known English word lemmas. Behavior Research Methods, 46, 904–911',\n",
       " 'Desc': '语言具体性词典， 具体性计算应用案例可参考Packard, Grant, and Jonah Berger. \"How concrete language shapes customer satisfaction.\" *Journal of Consumer Research* 47, no. 5 (2021): 787-806.',\n",
       " 'Concreteness':                   word  valence\n",
       " 0          roadsweeper     4.85\n",
       " 1          traindriver     4.54\n",
       " 2                 tush     4.45\n",
       " 3            hairdress     3.93\n",
       " 4        pharmaceutics     3.77\n",
       " ...                ...      ...\n",
       " 39949         unenvied     1.21\n",
       " 39950     agnostically     1.20\n",
       " 39951  conceptualistic     1.18\n",
       " 39952  conventionalism     1.18\n",
       " 39953    essentialness     1.04\n",
       " \n",
       " [39954 rows x 2 columns]}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cntext as ct\n",
    "\n",
    "# load the concreteness.pkl dictionary file\n",
    "concreteness_data = ct.load_pkl_dict('concreteness.pkl')\n",
    "concreteness_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word</th>\n",
       "      <th>valence</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>roadsweeper</td>\n",
       "      <td>4.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>traindriver</td>\n",
       "      <td>4.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tush</td>\n",
       "      <td>4.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>hairdress</td>\n",
       "      <td>3.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>pharmaceutics</td>\n",
       "      <td>3.77</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            word  valence\n",
       "0    roadsweeper     4.85\n",
       "1    traindriver     4.54\n",
       "2           tush     4.45\n",
       "3      hairdress     3.93\n",
       "4  pharmaceutics     3.77"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concreteness_df = concreteness_data['Concreteness']\n",
    "concreteness_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'valence': 9.28, 'word_num': 5}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reply = \"I'll go look for that\"\n",
    "\n",
    "score=ct.sentiment_by_valence(text=reply, \n",
    "                              diction=concreteness_df, \n",
    "                              lang='english')\n",
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Concreteness Score: 9.28 | Example-0: I'll go look for that\n",
      "Concreteness Score: 9.32 | Example-1: I'll go search for that\n",
      "Concreteness Score: 13.25 | Example-2: I'll go search for that top\n",
      "Concreteness Score: 14.26 | Example-3: I'll go search for that t-shirt\n",
      "Concreteness Score: 21.33 | Example-4: I'll go look for that t-shirt in grey\n",
      "Concreteness Score: 21.37 | Example-5: I'll go search for that t-shirt in grey\n"
     ]
    }
   ],
   "source": [
    "employee_replys = [\"I'll go look for that\",\n",
    "                   \"I'll go search for that\",\n",
    "                   \"I'll go search for that top\",\n",
    "                   \"I'll go search for that t-shirt\",\n",
    "                   \"I'll go look for that t-shirt in grey\",\n",
    "                   \"I'll go search for that t-shirt in grey\"]\n",
    "\n",
    "for idx, reply in enumerate(employee_replys):\n",
    "    score=ct.sentiment_by_valence(text=reply, \n",
    "                                  diction=concreteness_df, \n",
    "                                  lang='english')\n",
    "    \n",
    "    template = \"Concreteness Score: {score:.2f} | Example-{idx}: {exmaple}\"\n",
    "    \n",
    "    print(template.format(score=score['valence'], \n",
    "                          idx=idx, \n",
    "                          exmaple=reply))"
   ]
  }
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